Successfully implementing Six Sigma requires a robust foundation built on accurate and reliable data. Without data integrity, the insights extracted from Six Sigma initiatives can be misleading, eventually hindering process improvement efforts. Therefore, it is crucial to establish stringent procedures for data collection , validation, and storage